No More Pesky Learning Rates Tom Schaul Sixin Zhang Yann LeCun Courant Institute of Mathematical Sciences New York University 715 Broadway‚ New York‚ NY 10003‚ USA schaul@cims.nyu.edu zsx@cims.nyu.edu yann@cims.nyu.edu arXiv:1206.1106v2 [stat.ML] 18 Feb 2013 Abstract The performance of stochastic gradient descent (SGD) depends critically on how learning rates are tuned and decreased over time. We propose a method to automatically adjust multiple learning rates so as to minimize the expected
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Hindustan Unilever Ltd (HINDUNILVR) Details Hindustan Unilever Limited‚ a fast moving consumer goods company‚ manufactures and sells home care‚ personal care‚ and food products in India and internationally. The company offers soaps‚ detergent bars‚ detergent powders‚ detergent liquids‚ scourers‚ etc.; and personal products‚ such as oral care‚ skin care‚ and hair care products‚ as well as deodorants‚ talcum powders‚ color cosmetic products‚ and Ayush health care and personal care products and services
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decade. They have been analyze to review its performance over the years and to find the areas in which it is lacking in comparison to other major players in same field. Gail (India) Ltd. Is best positioned to benefit from the activities in gas sector‚ and is likely to grow symbiotically over next 3-5 years Gail (India) Ltd. Planning to spend Rs. 300 billions to double its gas transportation capacity by adding five new approved pipelines. Gail’s Major revenue comes from Natural Gas transmission of which
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CHAPTER 1: INTRODUCTION 1.1 Background Information of the Company: Mindshare‚ a GroupM company‚ is one of the world’s largest media investment management companies with over 6000 employees in 115 offices around the globe. Mindshare was launched in September 1997 as a global concept with the goal of pooling the media planning‚ implementation and research operations of J. Walter Thompson and Ogilvy & Mather into a single client resource. This combination offers unrivaled service in traditional
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Contribution of Agriculture and Petroleum Sector to the Growth and Development of the Nigerian Economy from 1960-2010 By 1 1 Aminu Umaru and 2Anono Abdulrahman Zubairu Department of Economics & 2Department of Management Technology School of Management and Information Technology Modibbo Adama University of Technology‚ Yola‚ Adamawa State‚ Nigeria. Abstract This paper investigates the contribution of agricultural sector and petroleum sector to the economic growth and development (GDP) of the Nigerian economy
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of a dollar in euros? 4. What is the function of the Eurocurrency market? 5. Why do interest rates vary among countries? Why are interest rates similar for those European countries that use the euro as their currency? Small Business Dilemma Use of the Foreign Exchange Markets by the Sports Exports Company (see textbook‚ 8th edition) Chapter 4 Questions 1. Assume that the U.S. inflation rate becomes high relative to Canadian inflation. Other things being equal‚ how should this affect
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Identifying and Surviving the First Four Stages of Organizational Growth 11 organizations pass through various stages of development. These stages are‚ at least in part‚ determined by the organization’s size‚ as measured by its annual revenues (or for nonprofits‚ in terms of annual budget). This chapter presents a framework for identifying and explaining the major stages through which all organizations grow and develop as they increase in size. It should be noted that this framework applies to
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factors notwithstanding‚ a major weakness in the economy is that the growth is not perceived as being sufficiently inclusive for many groups * especially Scheduled Castes (SCs)‚ Scheduled Tribes (STs)‚ and minorities * Gender inequality * adverse effect on women * The lack of inclusiveness is borne out by data on several dimensions of performance. * rate of decline in poverty has not accelerated along with the growth in GDP * the incidence of poverty among certain marginalized
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NBER WORKING PAPER SERIES GROWTH IN REGIONS Nicola Gennaioli Rafael La Porta Florencio Lopez de Silanes Andrei Shleifer Working Paper 18937 http://www.nber.org/papers/w18937 NATIONAL BUREAU OF ECONOMIC RESEARCH 1050 Massachusetts Avenue Cambridge‚ MA 02138 April 2013 We are grateful to Jan Luksic for outstanding research assistance‚ to Antonio Spilimbergo for sharing the structural reform data set‚ and to Robert Barro‚ Peter Ganong‚ and Simon Jaeger for extremely helpful comments. Shleifer
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Economic Growth Economic growth is the percentage increase in real national output in a given time period or the increase in the productive potential of the economy. Countries grwo at different rates‚ this is partly due to the fact that they are at different stages of their economic cycle. The economic growth for the UK is at 0.2%. The main measure of output is gross domestic product (GDP). GDP is the total value of goods and services produced in an economy during one year. Economic growth can be
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